Low Latency Networks: RoCE Or iWARP?


Today, Remote Direct Memory Access (RDMA) is primarily being utilized within high performance computing or cloud environments to reduce latency across the network. Enterprise customers will soon require low latency networking that RDMA offers so that they can address a variety of different applications, such as Oracle and SAP, and also implement software-defined storage using Windows Storage Sp... » read more

(R)evolution of the 56th Design Automation Conference Technical Program


The Design Automation Conference (DAC), which was founded in 1964, is the longest running and largest conference focused on the design and automation of electronic circuits and systems. And 2019 was a record year in terms of research paper submissions and accepted papers. In fact, this year DAC experienced an impressive 18 percent increase in submissions, as shown in Figure 1. Figure 1: DA... » read more

Multi-Layer Processing Boosts Inference Throughput/Watt


The focus in discussion of inference throughput is often on the computations required. For example, YOLOv3, a power real time object detection and recognition model, requires 227 BILLION MACs (multiply-accumulates) to process a single 2 Mega Pixel image! This is with the Winograd Transformation; it’s more than 300 Billion without it. And there is a lot of discussion of the large size ... » read more

Mine Cryptocurrencies Sooner, Part 2


Bitcoin has lost much of its allure due to the concentration of control of the world's Bitcoin mining resources by a few players in a few locations, as discussed in Part 1 of this blog. In response, the larger, global cryptocurrency community has started to develop alternative cryptocurrencies based on lessons learned from the Bitcoin experience. New cryptocurrencies such as Monero introduce... » read more

Combining SLAM And CNN For High-Performance Augmented Reality


Robotics and headsets or goggles are the most common hardware devices requiring AR/VR/mixed reality, and AR is coming to mobile phones, tablets, and automobiles as well. For hardware devices to see the world around them and add to that reality with inserted graphics or images, they need to determine their position in space and map the surrounding environment. Simultaneous localization and ma... » read more

Memory Architectures In AI: One Size Doesn’t Fit All


In the world of regular computing, we are used to certain ways of architecting for memory access to meet latency, bandwidth and power goals. These have evolved over many years to give us the multiple layers of caching and hardware cache-coherency management schemes which are now so familiar. Machine learning (ML) has introduced new complications in this area for multiple reasons. AI/ML chips ca... » read more

Speeding Up Electrical Vehicle Development With Designer-Centric Thermal And Electromagnetic Simulation And Analysis


By 2040, 54% of new car sales and 33% of the global car fleet is predicted to be electric [1]. More than six countries have announced a ban on internal-combustion engines. China is expected to be the largest market for electrical vehicles (EVs), which is driving automakers to make aggressive rollout plans for EVs. Some of the important trends driving EV development are getting more than 200 ... » read more

Getting Data Centers Ready For Composable Infrastructure


The data center networking landscape is set to change dramatically. More adaptive and operationally efficient composable infrastructure will soon start to see significant uptake, supplanting the traditional inflexible, siloed data center arrangements of the past and ultimately leading to universal adoption. Composable infrastructure takes a modern software-defined approach to data center imp... » read more

AI: Where’s The Money?


A one-time technology outcast, Artificial Intelligence (AI) has come a long way. Now there’s groundswell of interest and investments in products and technologies to deliver high performance visual recognition, matching or besting human skills. Equally, speech and audio recognition are becoming more common and we’re even starting to see more specialized applications such as finding optimized... » read more

Chip Design For The Age Of New Mobility


In the new age of mobility, vehicles are valued more and more for their electronic features instead of mechanical specifications. As a result, companies that are able to own and optimize the design of these critical electronics will capture more of the available profit. This is bringing traditional automotive manufacturers into the electronics business, while simultaneously attracting tech comp... » read more

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